{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Tensorboard in DeepChem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DeepChem Neural Networks models are built on top of [tensorflow](https://www.tensorflow.org).  [Tensorboard](https://www.tensorflow.org/get_started/summaries_and_tensorboard) is a powerful visualization tool in tensorflow for viewing your model architecture and performance. \n",
    "\n",
    "In this tutorial we will show how to turn on tensorboard logging for our models, and go show the network architecture for some of our more popular models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first thing we have to do is load a dataset that we will monitor model performance over."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/leswing/miniconda3/envs/l25dfIi9oAFfmEN6/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading dataset from disk.\n",
      "Loading dataset from disk.\n",
      "Loading dataset from disk.\n"
     ]
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "import deepchem as dc\n",
    "from deepchem.molnet import load_tox21\n",
    "from deepchem.models.graph_models import GraphConvModel\n",
    "\n",
    "# Load Tox21 dataset\n",
    "tox21_tasks, tox21_datasets, transformers = load_tox21(featurizer='GraphConv')\n",
    "train_dataset, valid_dataset, test_dataset = tox21_datasets\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will create our model with tensorboard on.  All we have to do to turn tensorboard on is pass the tensorboard=True flag to the constructor of our model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/leswing/miniconda3/envs/l25dfIi9oAFfmEN6/lib/python3.5/site-packages/tensorflow/python/ops/gradients_impl.py:96: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting epoch 0\n",
      "Starting epoch 1\n",
      "Starting epoch 2\n",
      "Starting epoch 3\n",
      "Starting epoch 4\n",
      "Starting epoch 5\n",
      "Starting epoch 6\n",
      "Starting epoch 7\n",
      "Starting epoch 8\n",
      "Starting epoch 9\n",
      "Ending global_step 630: Average loss 932.451\n",
      "TIMING: model fitting took 52.909 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "932.4511722625248"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Construct the model with tensorbaord on\n",
    "model = GraphConvModel(len(tox21_tasks),  mode='classification', tensorboard=True, model_dir='models')\n",
    "\n",
    "# Fit the model\n",
    "model.fit(train_dataset, nb_epoch=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Viewing the Tensorboard output\n",
    "When tensorboard is turned on we log all the files needed for tensorboard in model.model_dir.  To launch the tensorboard webserver we have to call in a terminal\n",
    "```bash\n",
    "tensorboard --logdir models/ --port 6006\n",
    "```\n",
    "\n",
    "This will launch the tensorboard web server on your local computer on port 6006.  Go to http://localhost:6006 in your web browser to look through tensorboard's UI.\n",
    "\n",
    "The first thing you will see is a graph of the loss vs mini-batches.  You can use this data to determine if your model is still improving it's loss function over time or to find out if your gradients are exploding!."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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JXC5XKBTt9KJqtdpxG/f19fX392+PxmtrawEw7Ax79wk7ETk0pieIiIioLXl4eFyaoThx4oSvr29gYGA7vahKpXLcxv39/dupfb1eD4BhZ9i7T9iJyKFx7AkiIiIiIiIi6mRMTxARERERERFRJ2N6goiIiIiIiIg6GdMTRERERERERNTJmJ4gIiIiIiIiok7G9AQRERERERERdTKmJ4iIiIiIiIiokzE9QURERA5OX9nn8w0o+o2RICIiclxMTxAREZEjO1uINbOkpcV4518oO8t4EBEROSimJ4iIiMihv8uIUK0DgNoabFyIKg1DQkRE5JAf6QwBERERObCAUExaahEIAaCiFCmLYKhlVIiIiBwO0xNERETk4CIHnLvzUdgyFOeLsO0FWMyMChERkWNheoKIiIgc/euMSBMahYcmAgAEKDiG95YzKkRERA72ec4QEBERkaMzuXgg+h7c9QgAWK04noED2xgWIiIiB8L0BBERETk+gQAyX9z1CPrdCYEAVivSP0TWQQaGiIjIUTgxBETX+E24ONNanGk9nQHVrwCguFUQOkgQEmcNiWNwiIg6gZsnqjR4aBJqdDj1OwB89BbcvRB1N2NDRETU9TE9QdRqgroK64EZ1pP7AQga1hZnojjTCqDvcMGwLVZnLwbKoZnN5t27d3/yySenT58WiUT9+vWbMmXK/fff3+yOJpPpk08++fLLL0+ePGkymX744QcGk6jjyBVQFWPEDHy4GiV/wWrFzlcwbx1CIhkbIiKiLo4PdxC1kupX6/a7cHL/FSuc3G/dfpe9SwU5rOXLl69YsaK6unrcuHEPP/xwQUHB3LlzP/3006vvVVJSMm7cuJdffjk3N7d///6jRo1iJIk6lMQFru5wEmPsPMj8AMBswuZ/ouQvxoaIiKiLY+8JolYQ1FVY9z6BitP2ZWvj7hONFitOY+8Tgqd/ZB8KB5Wfn//RRx/ddNNNH3zwgZubG4Bp06aNHj16xYoVCQkJzs7Ol93LaDTOmDGjoKBgwoQJiYmJth2JqKPJfFGjg4sUY+dj1wrUVKFGj+QkJG2Gh5zhISIi6rLYe4KoFaz7n7HnJqwALs5NNCzaNlWcth6YwYg5qC+//BLApEmTGlIMwcHBCQkJVVVVWVlZV9rrww8/LCgoGD58+JIlS5ibIOo0ThK4ewGApzeeSILEBQAq1UhZBEMtw0NERNRlMT1B1FKC4kwUHKhfuEq9+sLJ/YLiTMbNEeXl5QGIjo5uvDIqKqph02Xt2bNHJBItWLCAAaRWMZnMG9/eeseA+1968Y3rqWwymTZt2jF82BMD74x/5JHHk5O3mUymtjrI77/Pmvb03MGDht1z90NTp8z59tvvu3RMvXwhEAKA3A+TltjL509h2wuwmHnJERERdU1MTxC1lPV0Rn2p2aqX7EIORa1WA/D29m68UiaTASgvL7/SLn/++Wf//v3d3NwOHDiQnJy8c+fOkydPMph0dUrl2aefenb//oMCgeA6K7/yysp3d+y6/4G4ZS8//8D9ce+lfvDKKytbezyVlVUGg6HJysOHv50/718A5s6b/uzcZ6qqdAsXvPDTT7904W83InjW//16B2LCYnu54BjeW86rjoiIqGvi2BNELdbQFaLZmwjBJbuQQ6mtrQUgEokarxSLxQ2bLlVQUADAaDQ+/PDDtuyGzVNPPcX+FHQVy5a96ebm9sGH2x9OeOx6KhcUFH524MsZM6c+88xkAAkJQ7y8PDdt2jFp0vjevcNafjyPjZs6Y+aUUaOGNV65KWVHn743bd6yzslJZGt82CNP7Pr3R3/72+1dN7Iecui0MJtgMqLf3/DwVHz+LgAcz8D+rRg+ndceERER0xNdzxtSxoBawmpFC37dvIjp7C8/X3moAmpbsbGxbXeura3dpNFoAPz666+DBg2aP39+z549jx8//sILL+zYsSMyMvLhhx/mCaLLmjjx8bi4u4RC4XVWtj1tMbpRWmHEyIRNm3Z8802mLT1RXV2zKWX7119nlJWpZXLZA/fHzZr9tKenR/P/jplMY8YMDwvvZctNAJDJvMLDQ5XKs106sgIBZL5QnwcAbRnix0N9HkcOAsDX/4FfMGITePkRERF1KXy4g6g9Wa2MgSO6Sjf7K22qqakBcPvtt2/cuDEiIsLNze2uu+5avnw5gPfff58hpSsZPPieFuYmrl654OSf3t5yXz+fhjX+/n5eXp75+QUALBbLvLmL09IOPvnkuE2b33r6qX8cOpQ+e3aS2dz8QAxOTk4Tnhx3111/a1hTV2c4d07Vq1dIVw+umyecJABgMaOqHI8/h8j6d/HRW8j9Hy8/IiIipieIHPSWtdW7VHv0ZtwckYuLCwCj0dh4pW2UQVdX1yvdwgEYMGBA47vH2NhYNze3EydOMKTU3so1Grlc1mSlt7dcU64F8O033//yS86SpQsmPDkuJua2xx4f9fzzz534Pd/W56K2traqSmf7zwprXZ2hYdFisTS0Vltbd/6c6ueff0mc/7zRaJw2fZIDxEXuby9UamCx4KmXERIBAFYrdr6C4jxeOURERF0HH+4AntczBtQimcvx/esAYG1u+In6Cp5Rj7ThEwfUYXx9fQGo1Wp/f/+GlbYRJfz8/C67i229SqVqst7Dw0OlUlkslpb/Qk50DQx1BrG46We6RCKuq6sD8OOP/ycUCu+99666OvuwlwNj7xAKhceP58bHD37j9bUHDnzRsNeqlRtWrdxgK+8/8GFQUICt/N133y95/lUAERG9N29ZGxnZ54oHYzDYXrexNpxGpBVc3OAiRa0esKKiDN4BmLkCa2ZBfQ5mEzb/E4kb4d+T1w8RERHTE0SORBA6yGpLT7R4aExB6CA+3eGIbrnllm+//faXX37p169fw8rjx48DiIyMvOwu0dHRYrH46NGjJpPJ1pMCQGVlZUlJSVBQEHMT1N6cnZ212opL0gRGmcwTQElJmcViGRTXdAyUElUpgKlTnxw+YqhtzT8XLxs+fOi9cfa8qo/PhflrYmJue2vtcnVZ+eHD302dMueFF5IeGfbgZQ+mrKzs3LlzTVbW1dXl5eXpdLp2ioBteNpLCc0mF+15q9UqEAhqZQqLSCy+76m+B9aJ6/So0ZvWJ+YPf87o4n5tjbfVkavV6kuTm21CqVQC6PiwO0TjDPuNF/bevdlrlYjpCaLuwRoShz7DUHCgpTtEPWkNiWPcHNHQoUNTUlLef//9ESNGuLu7Azh16tQXX3whk8n+9re/1d/4Gc6cORMWZp8Twd3dffjw4R9//PHOnTunTZsGwGq1vvXWW1ar9cEHH2RIqb35+noXFp5qslKtLm+YtkMsFm/dur5JBQ8PdwC9wkJ6hYU0VAvt1fOOOy4zJYefn+/gwb4ARo0etmjRi6+//tb9D8S5uble7mB8PTw8Ls1Z3HTTTe1689C/f//Lb9CooKsAABc3+AUDwE29sG4uDLVO1RW3fLcTiRvg7HaNjbcFhUIRGBjYHi3b/gXrnLB3+cYZ9hsy7ETE9ARRdyEY/o51Wywqi+szFhf3pGi86BkieHAVu044qLCwsIkTJ7733nujRo164IEH6urqDh06VFdXt2zZMolEYqvz4osvHjhwICkpacqUKbY1CxcuzM7OXrdu3ZEjR8LCwo4fP/7bb7/16tVr5syZDCm1t74Rvb/88huVqlShsD9/dPbs+crKqn79IgAoAvyNRmPPkB4ymVdrWy4rK/86/btbb4tqeJpDIBBE3dLvm68zlcozffte5gZMIpE0/KVc+MLh1HlfObx8oa+C1YLaatTo4OqOwDBMexWb/wmLBedPYcsSPLsGQhEvJCIiok7E/sZErWB19sLY/8Czfrz6Jk95NMpNYOx/rM5ejJjjWrRo0dKlSz08PP773/9+/vnnERERGzduHD58eEOFwMBAFxcXhUJx4Q7Iy2vXrl0TJkz4888/P/roI41G849//GP37t38PYc6QHz8YIFAsHdvWsOa/370qVAoHPL3+wDEDrwDQOMBJlSq0pdfXnHqVHGzLQsEWLFi/aaU7Y1X/vRTtkAg8Pf3c5AvOyJ41j+loi21F/rcjolL7eWiXLy3nHMtERERdS72niBqJcWtgmlZ1v3PXPEpj6gnBQ+uYm7C0QkEgvHjx48fP/5KFebPnz9//vwmK728vJYsWbJkyRIGkFqiurrmiy/SbWWLxVJcrPzkkwMAQkN7xsTcBmD0qIkAPv7k/WYrh4QEj3vs0Xd37NJotP0i+/7+e/6nn342fsLYHj0CAQy+755bb71lw/otuirdbbdFlZaqd+z4d12dYf78pl17Dn2xp8kaHx/vJ/8xbte//ztr5sJBg+8WCgSZmT9mZf08evSwa+iL0Wk85NBpYTbBZIS+AlIvAOg/GGVn8dl2ADiegf3vYMQMXpZERERMTxA5DFsfCkFxpvV0BoozreePAxAE3IaQOEHoIGtIHH+AI6KW0GorXnt1dcPir7/+9uuvvwEYNuwhW3rCbDa3vHJS0rM+3vJ9+z5P2/d5QIBi9pxpU6bY82sikWhj8qrNm9/dv//Qjh27PDzc77l34KxZT7Uwv5CYOCswMGDfp59tWL9FIhEHBwfNT5w5YcI4R4q1QAAvH5SrAEBbBlcP2AasHTIeZWdx5CAAfPNfeAfg3pG8MomIiJieIHKoJEVIHELicMnoE0RELRQUFHA0+9urVNiXtrvllUUi0bTpk6ZNn3TZrVKp28KFcxYunHMNxykUCsePHzN+/BjHDrfUC5UamAywmFFVDi9f+/rHn4NOi99+BIdMgbQAACAASURBVIC9b0Pmh6i7eXESERF1PI49QURERN2D3N9eqNTAbLKXBUJMfREhEfbFna+gMIehIiIi6nhMTxAREVH34OIGVykAwIqKsgvrRWLMXGGfc9RswjtLUPIXo0VERNTBmJ4gIiKibkNWP9uIvhJGw4X1ru6YswbuMgCoq0FyEqo0jBYREVFHYnqCiIiIug0niT0HAUBbctEmLx/MXgVnVwCoVCNlEeqqGTAiIqIOw/QEERERdSdePhAIAaC2GjW6izYFhuGZ1+2Tepw/hS1LYDEzYERERB2D6QkiIiLqVt99RPCQ28va0qZbw6Mxcam9XJSL95bDykmZiIiIOuQjmiEgIiKi7sXTGyInADAZoa9ourX/YAyfbi8fz0DaFgaMiIioAzA9QURERN2MQAAvX3tZWwaLpWmFBx7HwAR7+ds9vnk/MGZERETtzYkhICJq7MUXX2QQGrzyyisMAt2YpJ6oLIfJAIsZVeUXshUNHn8OOi1++xFA8JFPEHU7ou5m2IiIiNoPe08QERFRtyT3txcqNTCbmm4VCDH1RYRE2Bd3voLCHMaMiIio/bD3BBHRRdhfgKi7cHGDqxQ1esCKijJ4BzStIBJj5gqsfRalSphNeGcJFqTAvycjR0RE1B7Ye4KIiIi6K5mfvaCvhNFwmQqu7pizxugsBYC6GiQnoULNsBEREbUHpieIiIiou3KSQOplL2tLLl/Hy+fPh2bC2RUAKtVIXoi6akaOiIiozTE9QURERN2YzBcCIQDUVqNGd9kqtfJAPPM6hEIAKFViyxKYjYwcERFR22J6goiIiLrzVyERPOX2srb0itXCozFxqb1clIt3X4HVyuARERG15WcyQ0BERETdmoc3hCIAMBmhr7hitf6DMWKGvfzbj/j4bUaOiIioDTE9QURERN2bQHBhjExtGSyWK9a8fxzuHWEvf5+Gb/cweERERG2F6QkiIiLq9qSecJIAgMWMqvKr1Rw9F7fcZS/v24xj3zF4REREbYLpCSIiIiJA7m8vVGpgNl2xmkCAqS8iLMq++P5yFOYweERERNeP6QkiIiIiwMUNLm4AACsqyq5WUyTGjNfhFwwAFgveWYKSvxg/IiKi68T0BBEREREAQFbfgUJfCaPhajWd3TBnDTx9AKCuBslJqFAzfkRERNeD6QkiIiIiAIBYAqmXvawtaaaylw/mrIazKwBUqpG8EHXVDCEREdE1Y3qCiIiI2lJVVdXZSxgMBsc4epkvBEIAqK1Gja6Zyv498czrEDkBQKkSW5bAbOQFQEREdG2cGAIiIiJqQ1VVVefOnWuy0mg05uXl6XS6dnrRgoKCtmpKXF3pVF0BwPpHYa08oNnGPQf9I/ybnQBQlFu5Pqnw/ikQCFp15Gq1WqVStUdYlEolAIcIe8c3zrDfeGHv3bs3/wUmcmhMTxAREVFbCgoKCgoKarJSq9WGhoa2681D//7926YhiwXnimAxA4C3wva4x9Ua798f3h7Y+zYAz79+61+YiTHzWvWCCoUiMDCwPWLi7u4OwDHC3uGNM+w3ZNiJyKHx4Q4iIiKixl+OhPDytZe1ZbBYmt/l3pG4b6y9/H0avvmIUSQiImr1JzBDQERERHQRdy84SQDAYkZVeYt2GTEDtw2yl9PewbHvGEUiIqJWYXqCiIiI6BJyP3uhUgOzufn6AgEmLUVYlH3x/eUozGEUiYiIWo7pCSIiIqJLuEjh4gYAsEpqKlr2rUqEGa8joBcAWCx4ZwnOFTGQRERELcT0BBEREdHlyPxt/+9UVw1jyyZGdXbD7FXw9AGAuhqkLEKFmoEkIiJqCaYniIiIiC5HLIG7FwCr1QptSUv38pBjzmq4SgFAp0XyQtToGEsiIqJmMT1BREREdAVevoAAAGqrW5Fl8O+JmSsgcgKAUiU2/xNmI2NJRER0dUxPEBEREV3pi5IInnJ7WVvaih1DIjHlRQgEAFCcj3dfgdXCcBIREV3tU5chICIiIroiD28IRQBgMkJf0Yodo+7GYwvs5d9+xH/WMpZERERXwfQEERER0VW+KwmNbl72srYMltZ0gohNwAOP28tHDuLr/zCcREREV/zIZQiIiIiIrsLkIoWTGAAsZlSVt27n4dNx2yB7ef9WHPuO8SQiIrospieIiIiImiO3TzKKSg3MptbtO2kp+vS3l99fjsIchpOIiOhSTE8QERERNcdFChc3AIAVFWWt/LYlwrTXENALACwWvLME54oYUSIioqYfmAwBERERUfNk9R0o9JUwGlq3r8QFs1fB0wcA6mqQsggVakaUiIioMaYniIiIiFpALIHU017WlrR6dw855qyGqxQAdFokL0SNjkElIiJqwPQEERERUcvI/AABANRWX0tywb8nZq6AyAkASpXY/E+YjQwqERGRDdMTRERERC383iSCp9xe1pZeSwshkZjyIgQCACjOx7uvwGphXImIiMD0BBEREVEreHhDKAIAkxH6imtpIepuPLbAXv7tx5Af9zKoREREAJyKi4sZBSIiuqyQkBAGgegiQiFkvihXAYC2DK4eELb+x57YBKjP4fBuAN4FR2o/MWH2CoaWiIi6OSeZTMYoEBEREbWU1AuV5TAZYTGjqhxevtfSyCNPQVuCnw8DcCk4iq1LMX05Q0tERN2Zk6enJ6NARERE1AoyP5SdBYBKDdxl9tEuW+vJf8FowPEMAPj9CFIWYfprEDszukRE1D1x7AkiIqLOZDKZN7699Y4B97/04hvN1TRt2rRj+LAnBt4Z/8gjjycnbzOZTC3cep2+/z5r2tNzBw8ads/dD02dMufbb7/v7qfN1R0ubgAAKyrKrr2dyS9owmPs5YJfkJyEWj3/KIiIqHtieoKIiKjTKJVnn37q2f37DwpsUzlc1SuvrHx3x677H4hb9vLzD9wf917qB6+8srKFW1uosrLKYDA0WXn48Lfz5/0LwNx505+d+0xVlW7hghd++umX7n7yZP72gr4SRsM1NiIQnr53fM2tg+2Lp09gQ+K1TFlKRETk+JieICIi6jTLlr3p5ub2wYfbRSLR1WsWFBR+duDLadMnLVgwJyFhyMKkZ6dPn/zZgS//+KOo2a0t99i4qZ999mWTlZtSdvTpe9PmLevGjh05fvyYbds3uLq67vr3R9395IklkNY/IastufZ2BALt0GkYPNq+eK4I6+dDp+VfBxERdTdMTxAREXWaiRMfT05Z5e0tb7am7XmK0aOGNawZMTIBwDffZDa7FUB1dc2a1RsfefixgXfGP/TQmBVvrqusrGrJEZpMpjFjhs+fP9PJyZ5Akcm8wsNDlcqzPH3w8gUEAFBbfb1dHh6djQcn2suq01j7LCrUDDAREXUrTgwBERFRZxk8+J4W1iw4+ae3t9zXz6dhjb+/n5eXZ35+QbNbLRbLvLmLCwoKZ8yYEtmv7x8FhZs27cjJPZGamtJsrw0nJ6cJT45rvKauznDunOq226J4+iBygqccleUAoC2Fq/t1tZYwGW7u+HQTAJSfx7q5eHYNfAIZZiIi6iaYniAiInIA5RqNXN50LnBvb7mmXNvs1m+/+f6XX3Jef+P/PfRQPICYmNtkMq/nn3/l22+/j48fXFtbazTaB9G0wlpXZ6iqsncEkErdhEJ7R8va2jqtRqs8c3b7tn8bjcZp0yfxpACAhzd0FbCYYTJCXwGp13W1NngMXNzw4RoA0JZg3VzMWwe/YIaZiIi6A6YniIiIHIChziAWN/3UlkjEdXV1zW798cf/EwqF9957V12dfQTHgbF3CIXC48dz4+MHv/H62gMHvmjYa9XKDatWbrCV9x/4MCgowFb+7rvvlzz/KoCIiN6bt6yNjOxzpUNVq9VqddMHE2pra4uLi9svPkql0t3dvVMaF9VUOVWVA8CZs3U+PdCCUU6bNF5TU6PX10/Y4dPH4+9PKQ6/C6sVOq3lrWeVIxMNvteYoWjXmHdu2K+/8YvC3qYY9s4Ke+/evflhQcT0BBEREbUvZ2dnrbaiac7CYJTJPJvdWlJSZrFYBsU93KRCiaoUwNSpTw4fMdS25p+Llw0fPvTeuFj7nbKPd0PlmJjb3lq7XF1Wfvjwd1OnzHnhhaRHhj3I8wLA7Oohqq4UmE2wmEV6rdldfp0NVvW90ypxVny+WWC1Cmt1wR+vPvPoc3X+oQw1ERHd2JieICIicgC+vt6FhaearFSry3v3Dmt2KwCxWLx16/omFTw83AH0CgvpFRbSUC20V8877rj90gPw8/MdPNgXwKjRwxYtevH119+6/4E4NzfXS2v6+Pj4+Pg0WfnXX3+FhIS032+bOp2uMxvvEYiyMwAAAYJ6QeTUqsYVCkVg4MVjTPTujR49sf0lmI1CY23PfWsx4w2ER1/b8d+wYb++xi8T9jbFsHdK2InIoXHmDiIiIgfQN6K3VluhUpU2rDl79nxlZVW/fhHNblUE+BuNxp4hPaJvvbnxfw1ZiasoKyv/6D+f5OUVNKwRCARRt/Srra1VKs/wvNi5SuHiBgCwoqKsbdrsdydmr4RYAgCGWqQsxslsRpqIiG5gTE8QERE5gPj4wQKBYO/etIY1//3oU6FQOOTv9zW7NXbgHQAaDzChUpW+/PKKU6eaf0JeIMCKFes3pWxvvPKnn7IFAoG/vx/PywUyf3tBXwmjoW3aDI/G7NVwdgMAsxFbnkfuD4w0ERHdqPhwBxERUeeorq754ot0W9lisRQXKz/55ACA0NCeMTG3ARg9aiKAjz95H0BISPC4xx59d8cujUbbL7Lv77/nf/rpZ+MnjO3RI7DZrYPvu+fWW2/ZsH6Lrkp3221RpaXqHTv+XVdnmD9/ZpNDOvTFniZrfHy8n/zHuF3//u+smQsHDb5bKBBkZv6YlfXz6NHDZDIvnsQLxBJIPaGvBABtSZtNt9HrZsxbh43PoUYPixk7lmHSC+g/mPEmIiKmJ4iIiKhtaLUVr726umHx119/+/XX3wAMG/aQLT1hNpsb109KetbHW75v3+dp+z4PCFDMnjNtypTxLdkqEok2Jq/avPnd/fsP7dixy8PD/Z57B86a9VQL8wuJibMCAwP2ffrZhvVbJBJxcHDQ/MSZEyaM4xlsyssX+irAitpq1Ojg2kbTHwSFY94GJC+ETgurFamvoq4aAxMYbyIiYnqCiIiI2uKuMyjgaPa3V6mwL21340WRSDRt+qRp0yddtvLVt0qlbgsXzlm4cM41HKdQKBw/fsz48WN4ypohcoKHHLZJRrWlbZaeABAQisS3sSERlWoA+HANTEbcM4IhJyKiGwnHniAiIiJqI57eEAoBwGSEvqItW/YJROLb8A6wL+7ZgK92Md5ERHQjYXqCiIiIqK2+WAnh5Wsva8tgsbRl43J/PLcRvj3si5+/i09TGHIiIrpxPkUZAiIiIqI24y6DkxgALGb7gx5t23ji2wgMsy9+9zH2rIfVyqgTEdENgOkJIiIiojbVMMlopQZmUxs3LvXEvHUI7mNf/GE/dr3JDAUREd0AmJ4gIiIialOuUkhcAABWVJS1ffsuUsxdi/Bo++LRdKS+CouZgSciIofG9AQRERFRW5PXd6DQV8JoaPv2JS6YtRJ9brcvHs/AthfavqcGERFRB2J6goiIiKitSVzg5mEva0va5SWcxJjxBqLuti+e+AlbnoexjrEnIiIHxfQEERERUTuQ+QECAKitRo2uXV5C5ISnlmFAvH2x4BckJ8FQy9gTEZEjYnqCiIiIqB2InOAht5e1pe31KgIhnvwXBg61L54+gbefa69sCBERUXtieoKIiIiofXh5QygEAJMR+or2ehWBAE8kYfBo+6KyAOvnQ1/J8BMRkWNheoKIiIiofQiE8PK1l7VlsFja8bUenY0HJ9rLqtNYNxcVap4BIiJyIF0mPXF03RPDh49+6fDlOiNq9iUNHz786a151/simqyVT49+ImlfoQOcGeWemcOHD3/+oKYFb+vwS6OHDx/dorpNGXKSZ45+YubWPAP/GIiIiNqeuwxOYgCwmFFV3r6vlTAZj86yl8vOYN1csU7DM0BERI6im/We0Gg0Rr2mpINvxTVH9+3cuSdD2V7NZ6XnGAFj7sEMVat3Nuj1WqNer9fzb4GIiKh9yPzshUpNu8/9OXgMnlhoL2tLevz3TbFWxTNAREQOwalbvVt5whsfxhkk7pKOfVlVVtreQ5qY8BGDgtvhlZXpB3ONYpkM2qKDBwtHTglv1d7usYvf+2A23Ds6JkRERN2GqzskLjDUAlZUlME7oH1fbmACnCTY9SasVqfqip57VyE4GAGhPA9ERNTFdbuxJyQ32n144eHDRZDGTp8zSIYzmel51xIS5iaIiIjaldzfXtBXwtj+vTgHxOOpZbZROYW1OmyYh79O8iQQEVEX57i9J3SFh/fsPpSZX6jRQyIPj4odMWH8oHD3+s15yRMXHTLGzU70P7ozPfuMNnjypg1jpQefn5SS22PM+s1TwgHNwecnpeRepmnxwKUfvxBrKxtURw9+sOfg0aISrUEi8w8bkDBh8sjo+mnCkPXa6OVH/Mesejk6N/WDg9mFJQbIgqPjJ8yeEqsAkJM8cckhra1q9qoxw1chavZ7byTI7W/gg92HjuYXlmiNkPqHxySMnzxigKKVmYK8g5lnIItPiI1Fjn/6oYxDOZMjoxvaMOQlz1t06IwsbtmmxQPssVHuS5q3LV8SNXv9GwkK+zuQxr/+fmK0fSdNzr7U3QeP5p/RGsVS//CouLFTJsQGM4NBRER0zSQucPNAdRUAaEvgF9zurxh1D6a9Zt32osBiQo0eGxdg1kr0upmngoiIuiwH7T2hyVo5P2n93myVPCI+IWFQlFSVnbYqKWnd0YsHgNJnpixPy3cPj42PHxQmbdqINCx+zEVGxIWJAYiDI+1fGgyFe5bMX7YtvQjhsfEj4mOCjfnp25bMe35f4UW/e2gzV81fvqdQGhE7KC7a31iUvXf5SzsLASA4fvLs2dOGRkgB9IibNnv27JHR0vo3MH99WrZGHh0/YsyI+CipMjN1WdLKjNaNYGU4eiirBP6x8dESRMfH+kObdTC70bFJIqcnDu0BbWZKao5ttepg8gf5RmnU5MQExRUim7RkW3oRwgeNGDF0UIRYeWTv8qQlDjGaKBERURcm84NAAAC11ajRdcQr9rvzzMj5FpETABhqkZKEk9k8D0RE1GU5ZO8JTUbyuswSRExe/frYcNuv+rq8nUuW7E1flRyz7YVB7hcyEFHTVr88suGX/4vv/SWRQ6ZENlpW7klKM0IaNX3xWFt6onD3ytR8vX/c0tWLY+39JVSHX0taf2Tbyt3Rmy8M8qDXSMe8vn5KpLu9mXmzUovSD+ZMmRMtjxySEIm8wrRD+QZFbELCIPuRKDP25RhkUdPeeGNk/c8nI/fMm5V6ZE+6ctDYFv+ioss+mKWF/4j4aACIjI/rkbY362CWLvZCCCSR0xOH5iw6dCh5d/yGKYqMlNRcvTRq9hWSE1Cl784sQY8xrze8PeW+5+dty/1gT1bC4lj2oCAiIrpWIid4yFFZDgDaUri6d8Br1gb1OfvoguADG1FXDaMBW57HtFfR706eDSIiYnqiGcbs9eOHr2+ulioj7Yge/iOm1ecmALhHTpmdkLkoLftgpmZQQv2zF+KohIQWPpVgyNv62u58o2xg4uIEW3rAcDTt0BmIY8ZPj214lgOKIXMmp2evz7VlH+qTIIMmT4hs+JIRHBPTI7XojFKlQ/SVvnkEj3zj/ZEXXtugMxhkwcFSFJUUqoCWpid0WQez9egxNN6eZAkfMiRsb2rORSG4kKBIS9kK/6zsqyUnAL3OAEDifqGrSXDCnJcVSr00jH8sRERE18fTGzotLBaYjNBXQOrVERmKgHDMW4eNz6FGD4sZ217AxKXoP7ibnwqB2cjrkYiI6Ymr8o+KjwkWX3LPXJSVma9tuJkvyikEpNExkRfXioyJlqalF+UUImHAhXvzliUndFnrVqWdMfoPXZw4qP7GviQnTw9ExFwYaAIAII+ODUdufn6+CtH2m3yx+KKXsY++aWzmY6/REA8XVorR8g9LTWZ6jhFhQ4Y0dOMIjouPSN2Wm56hShjZKAHR0INibxGumpwAwoeMjDqUkps6f15e3KDYAVGRUZHBwdGxwfxLISIiuv57YiE8faAtBQBtGVw9bKNXtrugcMzbgOSF9uRI6qswmzAgvvueiBqdS0Upgvj9hoiI6YkrEwfHT5sz5JIuB5p9RY3TEzq9EZBL5U2rSaVSQKPXG4DWPYWgOrxqXWaJOGzy0umN+jvo9EZALJXLL/cyMGj01/NOVYdfSlqfrfePip8wdkCYQioBCvcs35bdirG8lekHc40QG/L2JCfXZ3SMGoMUyD94UDlySuOPXEnk2ISI9G35RmnM2HjF1VoNTnh5vf/BD/YczEpPPXIIgNQ/Km789MlDwt3510JERHS9POSo0sBsgsWMqnJ4+XbQ6waEIvFtbEhEpRoA/v0GavW4Z0R3PAUmA9TnYDELa3W8HomImJ64PhJ3qRgw6C9JD+g1ekAilbYuN2Eo3LMqJVsvjZq9tNHDIgDcpWLAqNfrm2Q79HoNAIn8OgZiMOR8kJqtlQ5ctL7RQBmG9Fa1UXj4cBEA45kj6WeabjuTeTBvyvRGvUt0Wal78o0A9Fmpuwujp4Rf5eAligEjEweMBHTKvNyj6fvS0g+tT8rXbtgwlr8xEBERXT+5P8rOAkClBu6yjntdn0Akvo2NC1B+HgD2bICXD6Lu6V7Bt1hQehZWKwChTsuLkYiI6YnrTE+ERYfjSH7e0UJEhzdan5edr4c44qJ1zdLlpK7cnW+UxS1e3PSRB//ocOneM4VZObqERoNtQpOTpQRk4RHXcbOuL1RqgbDoiEbtGlo3C3rewcwzEMfM3/7ykIu7d+gyXpu26shFE4zqslKSM7XSmNmJYftW7k1bt3vQ6iskKFRH92UWGYNjx8YGA+7BkbHBkbEDFPNmpRYdPlw4dko4/2CIiKhZarVarVY3WVlbW1tcXNx+L6pUKt3d3R2lcYmmRGCsA2ApLVeeLa2pqdHr9e1x5JfGXPTowuC9q8QVJQCwY5lqyNSqvnd2k7ADEFeUCuuqAZSWlhgMhiqRi0Xi2gFh785Xe5PG2/Vq7927N/8FJnJojjixqGLQ0BgpzqSl7Lkwv6ehcOe2gyWQxoyIlbe8JU1Wysq0M8YeQxfPvnQ3SfSI+B4wZqemZF2Y8UOTsTU114ge8SOiW/ElRALA2Ki/h1QuEwPKzCzlhSPZujNLD6BlOQrbhKLi6PhLD9s9ZkiUtPEEo7bkhDhi/OyE2AmJ8f7GorSVu/Ou8DolmbtTU5N3N3rHBp3GAMBdLuVfCxERUZswenjbv4fV6kQWU0e+tNnV468xiw0+PQDAalV8tcMz59tuEnZRTaUtN3FhTXUVr0Yioq7DIScWlQ9JTMxOWpmZmvR0VmxshByq/KzsfC384xPnDGp5dkKTkbwuUwtxj2DJ0T07jza+xY9MGBurkEROXjw5f0lq5vJZhTGx0cFiozInK/uMXhoxefGE1nQk8I8Ok6aV5O5+6bX88OC4yVMGyGPHJvTITsvflvR0VlSE1KjMzynSS6RiGI16nQ5oLmWty07P0kI6MD7mMjXdYxJipEcy7ROMamzJibDJiSMVACInz47PXpaeti41dsP0yEt6UCjip404uGRv5vJZypjY6GCpQVOYnZVbAlnc2EEK/rUQEVFL+Pj4+Pj4NFn5119/hYSEtN9vmzqdzsEaV8tRXQVAZzwl69UrMDCw/c7IZQ6+TwqSk6AsAOCf8aG/lwceePwGD3tdDUoskLkDgJtHdXW1j4+Pr68vAkIglnRQ2Lvt1d6ocYVC0a5XOxExPdEJCYrYxetXx3ywOy0rOz1ND6l/cMyIyRPGt278Rk2hUg/AeOZI2t4jF22RxkWPjVUAkvCxr68PS0vdczgnIz3bCFmPiPhpY8ePHNC6W3X32DmJQ7Vb0/OzszSImgxAEjn9jZf9t6amZecfyYSsR3TC/MkJkrSVewqhVQKRzWUnDmbpIR04JOayb1cSHR8ry0zPOZipiZYmJ2dq0WNM4gj7syjuA6ZNjzu6PDNtXWrcZRIUksgpqzdEpu3edzgn62C2HlJZcET8tAmTR0bL+cdCRETUdrx8bekJobFOUKvv6Fd3kWLuWrz/OnL/BwD7t6JWj4efumGjbTHbx/sA4OwKn0CLs5t9sUoDb/4GQ0TUJQja6ekvIiKitqJSqQCEhYUxFI4rPT09NDS0/X6VPXbsWP/+/R2scW0pqjT5+fnevr5+twxoj9/w//jjD1zlZ3yrBamv4XiGffGe4RgzDwLBDRh2VTEMtQAgckJAKISiX386EuRk9vX1hUCAoHAIRR0X9u55tdc33n69J/744w+OPUHkWIqKigAoFBdyxEIGhYiIiKgTePnASQxAYLWiVAmLuaMPQCDE5P+HAfH2xR/2Y9ebtlktbijaEntuQiCAb5AtE2ERO1vFzgBgtaJKw4uRiKgrYHqCiIiIqDMIhPALhlAIAGYTys52QmpAIMCT/8I9w+2LR9OR+monJEraT40OVfUTiMr8IHFp2GKWetlLOu0NmJQhInJATE8QERERdRIncZ2HLyAAgLoalJ/vhGMQCDB2PgaPti8ez8C2F2Ay3gjhNdZBXR9SNw+4yxpvtLpIIRIBgMWC6kpejEREnY7pCSIiIqJOYxE7m73qJzqprkJleeccx6OzMXSyvXziJ2xaDGOdg0fWjNIzsFoAQOwM74DL1Kmf4RUVal6KRESdjukJIiIiok69j3Zt9MN+RRlqOmnY8ocm4tFZ9nJhDpKTUOvIA6irz8FsAgChEL5Blx/y011mX282dVrYiYionhNDQERERNTJ5P4wGVBbbb+vVvSEbeDGDjZ4DFzc8OEaADh9AhsSMXctXN0dL56V301DXgAAIABJREFUanswAfgGQQCcK4LqNM6fhqoY50/fUqGuGJeEwEC4y+xDY+o0cJXySiQi6kRMTxARERF1Ab5BOF8MkwFWC0rPQBECUWd8TxuYAKEIu1cCwLkirJ+PZ9c0GbWhq6ssR/5RlJ9HuQraMpSfR9mZJlXEgO97L8HpZdw80D40Zm01jHWdkxUiIiIATE8QERERdQkCIfyDcf4ULBaYTShVQhF6+UcS2tvfHoRYgtTXAEB1GuvmYs4ayP27aNxqdDh/CudPo+QvnDsFVTG0JS3dd8dLGP0sbh6I6ioAqCyHTyCvRCKizsL0BBEREVHXIHKCXzBK/oLVCqMB5efgE9Q5R9L/PjhJsP1FAFCfw/p5mLMafsGdH6JKte3pDJQqca4I509Dp23BF14xFCFQhCIgFIFhcJFW7tvmqTwBAB9vROkZ/O3vAFCjg9nUOZ1WiIiI6QkiIiKiLkTiAm+FfTrMah2cyuDl2zlHEnU3Zq3EO0thNqKiDBsSMWcNAkI79Bg0JTh/GqrTF4aNqNG14OutGN4K9OiNoJsQEIqAXvAJgOCi8eALH5gacewz11+/A4DMT1D6Fx6aBJETqjSQ+fEyJCLqFExPEBEREXUlbp4wGuwzjFaWQ+wMN4/OOZK+MZi9Elueh6EWOi02zMOsVejZt11ey2KB+ixUp3G+GKrTUBXfeu4UTIbmdxQ7QxGCgFDIFXDzgG8QPH3g16OZET0FQu3Qaa49euFgKgDk/YzKcoyeA50AXr6d80wNEVG3x/QEERERURfj5QtDbf1EHufhJIbEpXOOJDwaz76F5CTUVaNGj40LMGslet18vc2ajShR2tIQ9m4RJUqYjY2rCC+7o8TF/phGYC/7wxreARAIYKi1PxQDwEPW0tlGHpwInyDsWgGrBWcLsWslxjwLL194yHkNEhF1PKYniIiIiLqehok8YEXpGQSEdtqYCD37Yt46bHwONXoYapGShGmvoW9MK1ow1EJVfFEyouwsrJbmd5S42HMQ9v96Qa64TNcGixllZ+25CYkLZK0ZxXNAPDzk2Pb/YKiFRoVdK/BYIvrfxwuQiKjjMT1BRERE1PXYJ/I4DYsZFjNKlAgIaTKAQscJCse8DUheCJ0WRgO2PI+pLyLqnstXrtHZcxANY0ZoWjaVhsTlQhpCEfq7pvrmu+9r0XMWZWdhNgGAUAS/Hq1+d31jMH89Ni2GvhI1OuxaAZEY0ffwGiQi6mBMTxARERF1SSIn+PWA6i/ACpMBZWc7c+6MgFAkvo0NiahUw2LGjmWY9ALghSpNfTLilL1zRJWmRQ06u9b3jOhV3zPiol4PhmPHWpSb0JairsZe9g2CUHQt765HbyzchLcXQKOCyYgdy/DEAgxM4DVIRNSRmJ4gIiIi6qokLvAJgPocANRWQ1vamfNK+AQicQM2LkC5ClYrUl+9VewCY21L30hQOPx7IqCXPR8h92+DQ6rRXciGyPzg7HrtTckVeG4jkpOgOg1Y8eEalKuQMIXXIBFRh2F6goiIiKgLc/OAsc4+kUeVBhJnuHl22sHIFfanPEqVAIRXyk3YkhG2MSyDwqAIad14EC1kNNgTNwBc3dtgPEsPOZ5aho/W4s9fASu+/De0JRi/mNcgEVHHYHqCiIiIqGvz8oXRgBodAJSr4CTptIk8AHj5YP4GvP0cVKfta1ykF8aMsP2vl2+7H4bVgrIz9uEwxRJ4B7RNs94BGPEMvtqN3P8BwP99CW0ZnloGZzdehkRE7Y3pCSIiom7hyJGfN6XsOHnyD5FINOCO2597blZoaM+Grbm5JzalbD9+/Der1XrrrbfMeXZaVFS/Fm6ljuATCNVpGA2wWlGqhCIUTuJOOxipJ+atxU9f/ak333TPAx2RjLiU+hxMRgAQCOAbBGEbDRrqJIarOx78Bzx98b80ADiZjQ2JmPEmPL15GRIRdcf0hMlk+uqrrwoKCsrLy3mSuuJ3JB+fPn36DBkyxMmJGS4iIgeQnv7d4kUvRUffvGjxPKPRtH3be9OenvfBh9t9fb0B/PFH0YxnEnuGBC9MmmM0GPft+3zGM4nvvb/5ppvCmt1KHUQggF8wVMUwm2CxoFSJgNBOm8gDgJsnBo+pOnasc3ITVRrU6Ou/lATCSdKWjXt6o7YasUMh88HBVFgtOFuIt2Zj9ir49+SVSETUfoRd8JjOnDmzadOmI0eOMDfRZanV6qysrM2bN58/f57RICLq+t5akxzcs8fWbetHjRr22GOPvrN1fUVFZWrqB7atW7a8K5FI3nln3ahRwx57fNTmLWudnZ03b363JVup49gm8rClJExGlJ7ppnGoq4G21F728Iarexu37+wGsQQAIv+GiUsgdgaAijKsfRZ/HudlSETUvdITJ0+eVKvVPDddX1lZWV5eHuNARNTFlZSUnj9fcv9994rF9scBQkN73jlwwLffZAIwmUzfZ2YN+ft9np4e9js+D/cHHhj0fWaWyWS6+lbGtqOJneETeOEuvVzV7SJgNqGsPi/j7ApZ+/TdaBhl078n5q+3L9bqkbIYx77jZUhE1E66YnoiNzeXJ8ZRFBQUMAhERF39w14gBODi4tx4pcLf7+zZ8zU1NadP/2UwGCIiejfe2qdPuMFgKCoqvvpWxrYTuErh5WMv6yug03aj9261ouwMLBYAEDnBN6i9XkjqBaEIACxmyP2xIAV+wfbF1Ffx9X94GRIRtcs3li54TFqtlifGUZSVlTEIRERdnK+fj7u79Jdfchrd5VlPnMgHoNVWlJdrAcjlssa7ePt4A9BoNFffyth2Dk8fuNU/0aApQW11d3nj2lIY6gAAtuEwRe34Wg0dKCrLIfPDgmT0utm+Zv9W7FkPq4VXIhFR2+qK6Qmz2cwT4yjq6uoYBCKiru/xJ0b//PMvKSnbz507f/r0X8teerO0VA3AbDIbDAYA4oungZBIxADqauuuvpWB7TTegfYxEQCoz9rnsLix6SsvdBXxVrT71KruXvZhPowG1FbDRYo5axB1t33rD/uxdSmMBl6JRERtiNMuEBER3fiefnqiVluxfdv727e9LxAIHn7k72PHjnjnnVRXN1dnZwkAw8U3WgaDEYCLi4tAKLjK1su+1tmzZ8+dO9f01lKvz8vL0+l07fQG2/Vhw/ZuXK1Wq1StHkVCYDG7aFWwmAFYTxbUyRTWSybyUCqVAG6AsAvNRmetClYrALOLu0Fd3QFhl+g1ohodAEtRcZ2nLwDEjAo2Wn3zfwSAEz9Vr3jmz79PNztLb9Swd52rvSWUSmXv3r35rz0R0xNERETUpTk7S5YsWTBjxpTz50t69AiUybxee3W1i4uLt7e8qlIHwPYQRwO1uhyAr5+PAIKrbL3sa3l4eFy6sqSkpE+fPu1689C/f38HbVyhUAQGBl7LnsY6qP6yP2Xg7Aq/YAgEjbe7u7sDcPiwW8w4fxr+XgAgcYZ/SJO32V5hNxlxrsheDgyDrQ/R7bfj6/9g/1YAbmpl9FebMXNFk1EwbpCwd7WrvTm2sBMR0xNERETkAHx8vH18vG3ln3/+JSqqn0Ag6BnSw8XFJS/vZOOav/+e5+bmGhISDODqWy+bnrg0Q3HixAnGv+3ZJvKwzWRRV4Py8xfm9biRqM/BbAIAoRC+PdokN9Gyr8liuLqjRgcAleXwVtjXP/A4vAPw/uuwmKE+h7VzMPNN9Izg9UhEdJ2EDAEREdENb+mSV5944umG0Z2+Ts/4668zjwx7EIBIJHrggbj0wxlabYX9ZlBd/nV65pAh94lEoqtvZWA7n6sUXvWTa1ZXoeqGG6+0ouzC2J++PSDq2J/WPL3rY1tpe47Grv9gzF4JZ1d72Dck4sT/8WIkIrpO7D1BRER04xs8+J5Dh9IXPLf07w/ef0Z59r33Prz99uhHHnnQtnXGzKkZGf+bPm3+iJEJVqt1377PnZxEz8yY3JKt1Pk8vWGsQ3UVAGhL4SSBq/QGeWt11agst5e9fO3pgI4kcYHEBYZaWK2o0lzIBAG46TYkvo2URajSwGTE1qUYMxf3jOD1SER0zdh7goiI6Mb34EMPvLTsn2fPnl/+2pqPP94/atSw9RtWNHR/CA4O2rptvULht3nTu+9sSe0RFLht+9uBgQEt2UpdgndAo4k8zt0YM0oIzCaUnbUvuEovdGToYA0zjOq0trE5LwjohQUp8AsGAKsVezbYxqQgIqJrw94TRERE3cKIEQkjRiRcaWvfvr03Jq+6tq3UBW7lBfALRslpmEywWlCmhH8oHPrpG4vFubIU/p4A4CTuzDE13DygLYHZDIsF1ZWQel20VeaHBcnY8jxO/Q4AX/8H6nOCux+3CvnoExFRq7H3BBEREZHjE4ngWz9zh8mEUmXTn/odS/l5gW04TIFtOMxO/crqUd9x47JDe7hIMWcNou62Lx7PCNq3Tmio4SVJRNRaTE8QERER3RDEkgszXBrrUH7OUd9IlcY+XwYAnwCIJZ18PO4ye97HaLhwYI05ifHUy7hnuG3J9WxBz/++CW0pL0kiolZheoKIiIjoRuEihczPXq7WifRax3sLdTUXbuw95HB17/xDEgjgLrOXrzQ3ikCAsfMxYoZtSaxV4a3ZOH+KlyQRUctx7IlWuP322++6667AwEChUKhWq48dO5aRkWEymQA8++yzISEhV9qxtrb2xRdfBLB06VIvL69LK6hUqjVr1lxawWw2azSanJycb775pra2lqegwZ49e3JzcxsWxWKxXC6Pioq6++67nZzsV/XevXtzcnIuu/vixYvd3NxsFZ555pmgoKCrv1xFRcXatWv9/PzmzJnTsPKrr7764YcfrrLXzJkzAwICdu7ceerUKdsrpqSklJSUzJkzx8/Pr0nloqKi1NTUsLCwyZMnq9Xqt99++7Jt3nnnnQ8//HB3PvW1tbVvvvlmaGjo1KlTG69fu3at0WhctGiRwPYDFwBg8+bNJSUlS5YsabgqAHz66afHjh0bN27cLbfc0qTxq18StvPSp0+fJ598kn+DRNR1echhqLVN5OGkr7CKxI508BZzw3CYVrHzhVRLV4iqbWjMuhoY6y4MRNrE/eMg97e+t1xgtaBKg3Vz8dTL6BvDq5KIiOmJtjRq1Ki77rpLr9fn5+cbjcbg4OChQ4feeuutKSkpBoPh119/VSqVtpq+vr59+/YtLi5uWGMwGBpnHI4cOdKk8crKysYVjh49aitLJJKePXvef//9N998c3JyMjMUTdx8882urq4AampqiouLv/766z/++GPy5MmiRoOB/X/27js8qir9A/g7fZKZ9DJpJJn0BCJIC0UCShFUmrAWVGBdC8iuYt1d159tLSuiawcBCzZgFxSiUlyCFMEgECEJISFlkpCeSZ2STL2/P+5kMkxCyKQwk+T7efbZZ+bcO2fuvPca5r5zznlHjRrl7u5uf93zHbvy2TRHXV1ddXV1UJBlsfrw8HCDwWA9xWfPnvX09ExISLC+qvP7Jicnp6en5+bmTp8+3W7T+fPn2R2sLd7e3nFxcXa7RUREDPOTLhaL/f39KysrzWYzl8u1Jg6am5vZcxQYGMg2GgyG2tra4OBg29NtNBovXLjAntPO6QkAgCHCN4hMRtK1EpGgpZ70bSQUD44jr6sgs4mIiMvTefi50IHx+OQmtVRvbWnobqnOMdMrWzQhP37E0beRrpU2/o3u+SuNm4mrEgAA6Yn+ERkZOXny5PLy8o0bN1pzDXPnzr3pppvmzp2blpZ29OhR686jR4+Oi4u7cOFCenp6564MBsPu3bu7eS+DwbBz507rUy6Xu2TJkgkTJtx888179uzBubCVmppqTRbo9fpt27YpFIrMzMwJEyZY97nhhhus+/RaVlaWh4eHSqXKysqy9hYfHx8fH88+VqvVZ8+e9fPz635ow6hRo9LT08+fP2+XnmAY5sKFC1wuNzEx0dook8mG+UCJKxkxYoRSqaytrbWei+LiYusDa3qiqqrKbDaPGDHC9rUXL17U6XQeHh4FBQVtbW1isRjxBIAhiMMh/xCqLmX/kaG6CgqKIJ7Lf+trrCV9m/X4mTqVax2ep68lPdGqJrOJrlybozUk7tKSZ8L3fkTNSmLM9NXrpKykm+/DhQkA0D2sPdEjMTExRHTixAnbcRAHDhxobW0dN27cgL612WxOS0vT6/VjxozBieiGUCicNWsWERUWFvZvz7W1tbW1tWPHjg0NDc3JyWH6sBC6j49PaGhobW1tfX29bXtpaalGo4mOjmYHg8BV0xNEVFFRYW1RKBRubm6+vr4KhcLayO4QFhZm+9rs7GyBQDB37lyTyZSbm4tgAsDQ/YrHo8ARxI4yM5sGQSGPVjWp21fK8A4gkev9gygQWY6KYa64AkU7vW8IPfERBbWPedy/lbavJ7MZFyYAANITfcXekdr90MowzM6dO/ft22c7130g6HS6uro6iUQiFApxLrrh6+tLRFqttn+7zcrKIqJRo0aNHDmypaWltLS0L72xEwrYqRxW7H3yqFGjcBJ7np6wTp5iGKa4uDg8PDw0NLSkpMSaP6qsrLTubP1PqaCgIDY2NiEhQSwWnzt3DsEEgKGMLzB4ta/dYNBTvQsX8jDoqb7a8tjdo2MdSldjW2H0qukeT19a+z5FX2d5enI/ffw3y/AQAABAeqLX8vLyiGjWrFlRUVG27dnZ2RkZGczA/xzBJiZMJhPORTcaGhqIyMPDox/7ZBgmOzvb398/ICCAzSyw2YpeY3MQtukJhmFyc3P5fL7tzA7ohr+/v0gksqYnqqqq2traoqOjo6OjdTpdVZXl+3dFRYWHh4ftWrO5ublGo3HkyJE8Hi8xMbG0tNR22RcAgKHHLBAbrXfUrWpqUrriUTJmUlYQYyYiEojIN8h1A+omscyRYZiOsR7dELnT6nU0OtXy9GImvfdYj14IAID0BFxJRUXFgQMH3N3dV61atWrVqokTJ17LQfgBAQF+fn61tbVIT3RDp9P99NNPRJSUlNSP3ZaVlTU3N7M5BS8vr7CwsNzc3L6cCE9Pz4iIiJqaGuv8jrKyMrVaHRsbi9ExPcThcMLCwpRKpU6nIyJ2QkdUVJRcLieikpISImptbW1oaLCrp5OVlSUQCNgFR9lzalv/BQBgSDK5eZCkPVGraiCt66Vl66vIaCAi4nLJP4QGeFBqX3naDKDoCR6fVj5PM5a2f6csorcfodpLuDIBADrD0pg9lZ6eXlJSMmfOnKioqKioqMWLF2dmZu7fv1+lcmzdJrFYvG7dOtsWvV7/3HPPdbkzW7lj0aJFXC63+xqWw9Mvv/wilUqJSKPRlJSUqFSqkSNH2pVj2Lhxo92relJJ1Iq9fbVOuxg5cuSBAwcKCgpsK3Q4auTIkaWlpbm5udOmTaMrz+zIz89/8cUXbVtQ0tIqPDy8qKioqqoqMjKyuLjYy8vL39+fiPz8/BQKxZQpUzovPKFSqUpKSpKSkgQCARHJ5XI3N7esrKwpU6YgngAwxPnKyKhnC3lQQw3xhS5UyKOlgVo1lsf+IcR3+TKoEi9qVpLZTCYjtarJTdqjVy1cRf4htPM9IqLGWvr3n+nh1ykyCdcmAADSE71UVFS0YcMGf3//0aNHjx8/fsKECQkJCRs3bqyrq+t5JyaT6ddff7VtMRqN3ecvGIY5duyY3auAOv30feONN6amptotBTJq1Cg2hdHxvUIi6WH/ZrM5JycnICCAvfW1pieys7P7mJ7Yt28fm55gZ3ZYf9K35ePjY60MwgoICMBJZ7F5h/Ly8hEjRpSVlVkLssrl8qysLLPZzKYnbBeeYJc1tQ6u4XK5SUlJZ86cqaurQ2ABYOgLCKXqUjIaiGGorpxkES6RCNC1UnP7fBNPXxK5D4JIcjgk9aaWBiKiloaepieIaOoC8vKjz18hk4HaNPTBk7TyORo1FdcmAADSE72nVCrT09MPHTo0a9as2bNnL168eNOmTT1/ucFgSEtL62H+wmg0trS05OfnO5QBGT5WrVrFlpbMy8vbvn17U1NT52VK+1JYtLCwsLW11cPDY//+/dZGkUiUn5+v1+t7PRdDIpFERkYqFIqGhga1Wq1SqZKTk9mf9G0FBgbOnTsXZ/lK6QkOh1NRUXHp0iWDwRAdHW1NT5w+fbqysrKiooLH4wUHd9Slz87OJqLi4uJLlyxDapubm4koKytr5kyUoweAoY7DpYAwqikls5nMZqorp6AI4jh1kq/JSMr2Gkxid/LyHzTBlPpY0hP6NtK1OlBkZNRU+vNb9PHfqU1DJgN98gItXNUx7wMAAOkJhKAnUlJSjEbjmTNnrC0Mw/zvf/8bP358dHQ0l8s191+lqKvmL6CzhISEoKCgc+fOTZs2ja3f0S/YG1q2sKjdptzc3L6Uek1OTlYoFBcuXGAnB6Fmh6NEIlFAQEBVVZVCoeBwONY1a9kHJSUlVVVVISEhPJ6lKH19fT1byMP2v2LrWUZ6AgCGx5c+AfmFUF05EZHRQHUVFDjCaQfDMFRXYSm0yeOTX/BgiiSPR1IvUjcTEambHKuBGplEj39AHz1tGTayZyMpK2jJo66+4gYAANITriM1NdXPzy8nJ4ddis9Kr9dzOJz+TU9A78yYMWP79u1HjhxZvHhxv3So1+vz8vJCQ0MffPBB23atVvvmm29mZWX1JT2RlJT0ww8/nD9/Xq1Wi0SimJgYnEFHjRgxIjMzs7S0NDg42LpUrZubW1BQUHFxsUqlsk36sPVW7rnnntjYWNtO9u3bd/LkybKyMrtFNAEAhiaxO/nIqLGGiEjXSqpG8vBxzpE0VJOB/U7FoYBQ4vIGWSQ9fC3pCa2KvPwdmykTOIKe+Ig2PE3VpUREx7+n5npa8X+DYN0NAIABhsodPXL69Gkul7tkyRLbEfhJSUmBgYHl5eV2i0eAUyQkJAQHB2dlZSmV/VM1LT8/32AwdK4D4u7uHhERoVAo1Gp1778fisXR0dGVlZUtLS2JiYnWH/nBofQEwzClpaXWmR0suVzO1vKwW3hCJBLZFQam9jovqN8BAMOI1Iuk3pbHTXXUpnHCMaibSdu+srivjASiwRdGvoDE7Stl9LCEhy1PX1r7PkVf1/6v1An68ElXLKoCAHCN/7giBD1x5MiRsLCwMWPGREdHKxSK1tbWgICAqKgovV7/3XffOdSVQCBYsGCBXaNOpztw4ADi3EczZszYtm3b4cOHly7tmMZpre5h64YbbrA2/vrrr3aLZXp7e0+aNIn9vb3LJTBHjhxZUlKSk5MzadKkXh9tcnJyQUEBXXlmR21tre2aF6ygoKC+jNoYStjVMRmGsUtPREdHs6u3WNMTFRUV9fX1ycnJndNA4eHhUqk0Jydn7ty5XC63+0uCfVxXV9f5vIwfP966fioAgKvzCSSjntq0RETKSpJFkOAaVrbWt1FTbUeuROI5WMPo4WOJoaaFvP0dXshD5E6r19GXr9G5o0REJbn09hpas558ZLhCAQDpCeiO2Wz+8ssvR48ePWHChJiYGJFIpFKpTp8+fejQIUd/q+fxeDfccINdo1arRXqi7+Lj40NCQs6fPz9jxgzrvWKXP4yPHTvWmp5gF5iwu2UdPXp0UVFRYGCgn59f55cnJSXt3bs3KyurL+mJhIQEPp8vEAg6/6TPamxszMjI6PzWSE+w/P393dzcjEaj7SgJ9vRxuVwPDw8PDw/bU9x5IAwRcTicpKSk3377raioyDrvo8tLwnqum5qaOp+XuLg4pCcAYFD9DQ2xL+RxbcbxmU1UX0kMQ0QkFA/uW3GxhPhCMuqJMZO6uTfTZHh8Wvk8fb+ZDu0gIqqvorceoYdfoxHxuEIBYHjiaDQaVzumF198ESdmEMH5AoCBVlNTQ0RyuRyhGLzS09MjIiIGbqmds2fPDlz2dqA7l8lktpWG+lFhYSERdR12o4GqS4kxExEJRCQL78XqjA5HpvYS6VqJiLhcCookHn9wh13TQg3VRERcHoVG9yjsXTqeRjvfszzmC+j+lyhxIq72XlztWMwLYHBhZ2TLZB2paqw9AQAAADD88AUd9TIMOstt9oBqUlpyE0TkH9p9bmJwkHhaFvU0m/q0csTUBfSnl4gnICIyGmjzP+jkPlyhADAMIT0BAAAAMCy5ScirfWKaVtWbJR57rlVNqgbLY+8Ax4pxujLrnI6Whj71M2oq/fktEkuIiBiGtr9FP36CKxQAhhukJwAAAACGK09fcm9fQHrgCnkY9VRfZXnsJnVaNdOBIPWyLIppaF9ttNcik+jxD8gn0PL04Db6/GUyoTwcAAwjSE8AAABAf9Lr9apOUITbdfkGd5T2VFaSQd/P/ZvNpGxfDlMgJN+gofVVmkcSy0rMpO7z8JPAEfTERx3LWJw7ShueIZ0WFykADBOo3AEAAAD9SalUVlVV2TXqdLq8vDy1Wj1Ab8qWah6kndfX17Prv/a78vJyIrpq2Dlmk7i51vJDfUFhm1cgw+X1V2REqnoue4PN4bR5BzHVTUMs7ByTUdxoueDbfCoZnqCHYb9ih9Pvj/r5c4+qAiKioqy2fz1YNOtBg8QbV/tVr3YsjQmA9AQAAABAB39/f2tlX9ucRXR09IDePAxo3eUB7XzgahmwVbR7FHaDnmpK28c4OFDI4yqRUTVSk3v7lRFCbtKhGXZlJbWqiYgkXuQrcyDsVzJuAn3zBp1JJyJxU83IAx/SI29SUCSu9qte7QAwqGFyBwAAAPQnoVDo0Qmfj19EXJtASP4hlsf9VchD10pNdZbHHr6O5iYGE+tqGtoWMpv64xs6l+79O81aZnmqaqR3/kJF53CdAsDQhvQEAAAAABCJJeQd0H6breprKQqziZSVlsciN/L2H8qhE7mRQEhExDCkbuq3bm+9n+560jKMRddKHz3DjqcAABiqkJ4AAAAAACIi8vAh9/aJOc3K3hfyYBiqq7CMI+DxO8ZlDGGefpYHqkbLHJl+kTLGf8XWAAAgAElEQVSPHnyV+AIiIrOJvnqd/vcNrlMAGKqQngAAAACAdr5BJHKzPO51IY+mWtK3ERFxOOQfQj1baHNwc/cgHo+IyGzm6fq1PmviRPrz2x1TY/Z+GnnkS/rf1/T7YaoswgULAEMJJoICAAAAQDs2oVBdSiYjMQwpyykwwnLj3UOaFlI3Wx77BJJQPFxC5+HLrrXB07aYxP260EZEIj3+AW38G7smiHfJOSqxWYfCV0YBYRQSRf6hJAunwBEda2EAAAwqSE8AAAAAgA0ujwJHUE0pmc1kNFJdec8LeZBBRw3tZSPdPUjiNYziJvWiZiUxDMdo4Opa+7nzgDB6/APa+Feq6DRioqGGGmoo/0xHi5uUZOEUGEaB4SQbQYHh5B9KXAyaBgBXh/QEAAAAANh9QxSQXwjVlRO1F/Lw60ExSLOJ6iqI2quT+gYNr6BxuCT1JlUjEfFaW/q/f6k3Pfou5WZUZ50O4uiptoxqyy2TaOy0qqkkl0pyL2sMCLMMsggIpcARFCzvmMUDAOAi//ggBAAAAABgT+xOPjJqrCEi0qpIICJP36u8pL6KTEYiIi6X/EN6OuBiKPHwYdMTXH0bGXQkEPVz/0IxjZlRTd5BY8ZYWpqVVFNGtZeo9pLlgbWYq526cqorp9yMy46WnQzC/n/gCPKR4cIHACdyxfSEn59ffX09zs2gEBoaiiAAAAAMTVIvMupI1WS5DRaIyE1yxZ1b6qlNa3nsH2IpNjHc8PgdpU9Ujddi/IiXP3n5U9zYjhaDjmouUW0Z1V6yPKgr73qJU1UjqRqp0GYZC4EwXupH5+ItU0JkI0gW0T+nsqGaGmu8LuXwqZWCg/HfFgB0yRXTE6NGjTpy5AjOzaAQFxeHIAAAAAxZ3oGk1xG7kkJ9FcnCSSDsYjedlprrO26YRe7DN2LWMSZaFXkHOKFqiUBEYTEUFtPRwjDUVGs/yKKloYvXGvRujVXUWHVZo09gxxoW7DiLq46jsdVQTdveZJMgcrblexnd/QzFjMZ/XgBgxxXTE6mpqfn5+dXV1Tg9Lk4mk91www2IAwAAwFAWEErVpWQ0EGPuupCH0UDKSstjN4lj965Dj0BkFoi4Bh0xDLU0kre/8w+JwyEfGfnIKGFCR6O+japLLx9kUUkmQxcvb6ylxlrKP93RIpa0TwlpX30zIKzrREzhOfr0eWq9vNJqQw19+CQtWk3Tl+A/LwBw9fQEj8d74IEHDh48WFBQgFkersnX1zcuLm7WrFk8Hg/RAAAAGMo4XAoIu2IhD4YhZSWZzUTsgpoYt08md09ucx0RkbqRvPxcdA0OoZjC4yk8vqOFMVN9dXHG4SipsGOohbqpi9e2aagsj8ryOlq4XPIL6VjGQhZOQRHEMLRtnX1uwmr3BooZTaExuGAAwKXTE0TE5/Pnzp07d+5cnCEAAAAAZ38zE1BAGNVeIoYhg44aqsgvxLKpoZoMOiIiDpf8Q4mD6pVkFrkTj09ExDCkaSap9+A4bg6X/ENawpLIuu4mEbVpqLq0Y0pI7SVSVpLZ1Okzmy1Lb57/taNRKCKdjjgMkTVBY/uYaP8X9KeXccEAQMe/NggBAAAAAFyFUEy+MqqvJiLSqknQQJ6+/DY1aduXmfAL6npZimHJ6O5pedTSMGjSE10SSygyiSKTOlrMZlJWXLaMRe0l0qq6eK1eRxy6LB9xeXaCis7hUgEAW0hPAAAAAEAPuHuSXk+qBiKiZiWZzQJ1I1EgEZHUm9ykiJCVSSwlLpfMJjIZqVU9pILD5VqqkNpSN9kkLMqptozqq4kx27/WbprLleZ9AMBwhfQEAAAAAPSMtz8Z9dSqJiJLnoKIhGLyCURsLr8P55DUy1IdQ9U49HM3Um+SelNUckeLyUjrH6bqUiIiho0JY5+fEEtwpQCALcwPBAAAAIAes5vEweNTQCii0gUPH8sDXSvp24bdx+fxaXSq5TGH7Gd5sEKjcZkAgC2kJwAAAACgx9hCHlweEXE4HPIL7rqiJHB5JGlfgcI60mRYmb7kKuMj5q7AZQIAl/3hRAgAAAAAwAGWERMcg8SbRG6IxxV5+lkeaNVkMg67j+8mpWXPXHFr6mKKGY1rBABsIT0BAAAAAA4Sikk2wiDGcpjd4gtI3F7ZpGVYDqBInkpr3rJfmkQsoUWrafEaXCAAYP9XEyEAAAAAAIcJxYjB1Xn4UJuWiEjTQt7+xBl+Pw3GjKanN1FFERWera6uFsqTfJMnkG8QLg0A6AzpCQAAgGFh376DO7Z/q1CU6fV6uTx86dKFty+Zb92ak3Nhw0efnDt3nmGY664buebPD4waldjDrQBwRWIJCYRk0BNjJnVzx3qZw4qblGJGU8zo6rNnZTIZchMAcCWY3AEAADD07dj+7XP/eCUuPmbdmy++/e9X4xNiX331rU8/+YrdWlioePihtfUNjU8+teaxxx5uaWl5+KG1RUWKnmwFgKvw8LU8GJ4LZAIA9BhGTwAAAAx9u3Z9Hx8f8+yzT7BPJ0+ekJ2Vu2/fwfv/dC8RffzxZ0KhcNOmdzw9PYho3i2zFy5YtnHjZ2+++fJVtwLAVUg8qamOzCYymUjT0lHOAwAALofREwAAAEOf2Wx2c7uswoJE4s7jcYnIaDT+cixj1uwZbPaBiDw8pDfdlPrLsQyj0dj9VgQWoEesczowgAIA4MqQngAAABj6li1bevZs9o7t3zY0NKrVmv/+d09OzoVly/5ARKWll/R6fXx8jO3+sbFRer1eoSjrfisCC9AjUi/LopgGPelaEQ8AgC5hcgcAAMDQd/uS+Vwe91+vv7Nu3XtEJBIJn3/+mQUL5xFRQ0MTEfn4eNvu7+vnS0SNjY0cDrebrQgsQI9weSTxIHUzEVFLAwWEIiQAAJ0hPQEAADD0ZWScfnPde6mpU+bPv1ksFu/Zs/e119728JDeNDNVr9cTkYAvsN1fKBQQka5Nx+Xxutna5XupVCqVSmXXqNfrlUqlRCIZoA9YX19fVVU1SDvncDgD1LlSqSQihN0Vws4xGflKJbvdqDMzPP6wCjtX08wxGgY67DExMfhrD4D0BAAAALguk8n08ktvJCbGrXvzJbZlwsSxDQ1Nr7/+79TpU0QiIRHpDfrLswkGIhKLxRwup5utV0pPdL69MRgMSqXySi/pu4aGhpqamkHaORExDDNw98kIu4uEXajS8vStRGTS6PRSn2ESdg7DCFT17AfX1jYqBzjsAID0BAAAALiuysrqmpq6pX9YZNs4ceLYkydPl1+q9Pfzo/YpHlb19Q1E5B/gxyFON1u7fLuQkJCQkBC7xqampoiIiAH9bXPMmDGDtHO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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Image(filename='assets/tensorboard_landing.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you click \"GRAPHS\" at the top you can see a visual layout of the model.  Here is what our GraphConvModel Model looks like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Image(filename='assets/GraphConvArch.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"GraphGather\" box is the \"Neural Fingerprint\" developed by learning features of the molecule via graph convolutions.\n",
    "\n",
    "Using tensorboard to visualize the model is a fast way to get a high level understanding of what a model is made of and how it works!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
